YouTube research
Independent research into YouTube’s platform behaviour — gathered from the watchdogs who produced it. Filter by organisation, topic or DSA article, then read the source.
30 reports
- ISD· Jun 2026· X/Twitter, Meta, YouTube, Telegram, Cross-platform
Online Domestic Extremism in Canada Data Briefing (Dec 2025-Feb 2026)
Recurring data briefing tracking violent-extremist activity across major platforms in Canada; consistently finds Telegram the leading platform for such activity.
Hate Speech & Extremism - Access Now· Dec 2025· X/Twitter, Meta, YouTube, Google, Cross-platform
War profiteers: online ads and the machinery of propaganda for war
Examines how governments deploy war propaganda through online advertising and argues platforms bear responsibility under international human rights law to prevent monetizing it.
Ad Transparency & FraudMisinformation & Disinformation - AI Forensics· Nov 2025· TikTok, YouTube
Truth be Dammed: Climate Disinformation on YouTube and TikTok
With Maldita.es: dis/misinformation videos about Spain's Valencia (DANA) floods were amplified on both platforms and remained online a year later; YouTube lacks a dedicated policy and TikTok fails to enforce its own.
Misinformation & DisinformationContent Moderation - AI Forensics· Aug 2025· YouTube
YouTube's Safety Features Lost in Translation
Across all 83 supported languages, safety panels were unevenly distributed: English had full coverage while many languages, including European ones, lacked basic safety features.
Content ModerationMisinformation & Disinformation - CCDH· Jun 2025· YouTube
Banned But Not Gone: YouTube profits from Andrew Tate's misogyny
YouTube still hosts and monetizes Andrew Tate's misogynistic content despite banning his account.
Gender-Based Violence & HarassmentContent ModerationAd Transparency & Fraud - RDR· Jan 2025· TikTok, X/Twitter, Meta, YouTube, LinkedIn, Cross-platform, Other
The 2025 RDR Index: Big Tech Edition
Seventh edition (first full evaluation since 2022): no company scored over 50%; TikTok debuted strongly while X showed RDR's largest-ever single-company decline after cutting its human rights team and transparency reporting.
Platform Compliance & GovernanceContent Moderation - CCDH· Dec 2024· YouTube
YouTube's Anorexia Algorithm
YouTube recommends eating-disorder and self-harm videos to accounts modelled on young girls (UK and EU editions followed Feb 2025).
Child Safety & MinorsAlgorithmic Harm & Recommender SystemsArt. 28 — Protection of minors - Access Now· Dec 2024· TikTok, X/Twitter, Meta, YouTube, Cross-platform
Rainbow-burning: how social media companies increase risks for LGBTQ+ people in Africa
Documented 214 threatening anti-LGBTQ+ posts across the platforms in five African countries; only 51 were removed when reported, blaming under-resourced moderation for African languages and engagement-driven algorithms.
Gender-Based Violence & HarassmentHate Speech & ExtremismContent ModerationArt. 16/20 — Notice-and-action - Global Witness· Oct 2024· TikTok, Meta, YouTube, Cross-platform
TikTok and Facebook fail to detect harmful disinformation ads (US election)
Weeks before the US presidential election, TikTok approved 50% of disinformation ads and Facebook accepted one; YouTube approved 50% initially but blocked publication pending ID verification.
Election IntegrityMisinformation & DisinformationAd Transparency & Fraud - Global Witness· Oct 2024· TikTok, YouTube
On a second attempt, TikTok and YouTube pass test to detect US election disinformation ads
In a follow-up test both platforms caught and rejected the resubmitted disinformation ads, showing improvement over the earlier failure.
Election IntegrityMisinformation & DisinformationAd Transparency & Fraud - ISD· Sept 2024· TikTok, X/Twitter, Meta, YouTube, Cross-platform
US Election Platform Preparedness: Comparative Analysis
Assessed platforms across six areas ahead of the 2024 US election; the most alarming common finding was a pervasive lack of transparency about policies, safety efforts and resourcing.
Election IntegrityPlatform Compliance & GovernanceArt. 34/35 — Systemic risk - Mozilla· Aug 2024· TikTok, X/Twitter, Meta, YouTube, Google, LinkedIn, Snapchat, Cross-platform, Other
Public Data Access Programs: A First Look
First systematic evaluation of 19 platforms' researcher data-access programs; access varies widely and data quality is poor.
Data Access & Research ToolsArt. 40 — Researcher data access - Global Witness· Jun 2024· TikTok, YouTube
TikTok and YouTube pass new test to detect foreign election disinformation ads in UK
Ahead of the UK general election, both platforms rejected a set of prohibited foreign-interference/disinformation ads, a rare pass that contrasts with failures elsewhere.
Election IntegrityMisinformation & DisinformationAd Transparency & Fraud - Global Witness· May 2024· TikTok, X/Twitter, YouTube, Cross-platform
Ticked off: TikTok approves EU elections disinformation ads in Ireland
TikTok approved all 16 election-disinformation ads ahead of the EU parliamentary elections; X rejected all of them and YouTube rejected all but two.
Election IntegrityMisinformation & DisinformationAd Transparency & FraudArt. 34/35 — Systemic risk - Mozilla· Apr 2024· TikTok, X/Twitter, Meta, YouTube, Google, LinkedIn, Snapchat, Cross-platform, Other
Full Disclosure: Stress Testing Tech Platforms' Ad Repositories
With CheckFirst: tested ad-transparency tools of 11 companies; none rated 'ready,' with major data gaps and inaccuracies.
Ad Transparency & FraudPlatform Compliance & GovernanceArt. 39 — Ad transparency - Global Witness· Apr 2024· YouTube
'Votes will not be counted': Indian election disinformation ads and YouTube
In a joint test with Access Now, YouTube approved 100% (48/48) of ads containing blatant election disinformation in English, Hindi and Telugu, all violating YouTube's own policies.
Election IntegrityMisinformation & DisinformationAd Transparency & Fraud - Check First· Mar 2024· YouTube
CheckFirst & Faktabaari: Finnish far-right videos highly recommended by YouTube
First CrossOver Finland report showing significant over-representation of right-wing/far-right voices in YouTube's recommendations during the 2024 Finnish presidential election.
Election IntegrityAlgorithmic Harm & Recommender SystemsArt. 34/35 — Systemic risk - The Markup· Mar 2024· Meta, YouTube, Cross-platform
How Automated Content Moderation Works (Even When It Doesn't)
Explainer documenting the automated techniques (hash-matching, classifiers) platforms use to moderate billions of posts, and where these systems routinely fail.
Content Moderation - Panoptykon· Mar 2024· TikTok, Meta, YouTube, Cross-platform
Safe by Default (People vs Big Tech briefing)
Argues engagement-based recommender systems amplifying borderline content is a feature not a bug; calls on regulators to require non-profiling feeds as the default.
Algorithmic Harm & Recommender SystemsPlatform Compliance & GovernanceArt. 27 — Recommender transparency - Mozilla· Feb 2024· TikTok, X/Twitter, Meta, YouTube, Cross-platform
Platforms, Promises and Politics: a reality check on election pledges
Finds platforms' election interventions in the Global Majority are template-copied and far weaker than those offered in the US/EU.
Election IntegrityPlatform Compliance & GovernanceArt. 34/35 — Systemic risk - EU DisinfoLab· Feb 2024· YouTube
Disinformation on YouTube: research and content moderation policies
Factsheet documenting how disinformation on YouTube is researched and how the platform's content-moderation policies operate.
Misinformation & DisinformationContent Moderation - CCDH· Jan 2024· YouTube
The New Climate Denial
'New' denial narratives attacking climate science/solutions made up 70% of climate-denial content on YouTube in 2023.
Misinformation & Disinformation - Global Witness· Dec 2023· TikTok, X/Twitter, Meta, YouTube, Cross-platform
Violent and sexualised hate speech targeting women journalists (South Africa)
Nearly all 40 misogynistic test ads (in 4 languages) were approved; Meta and TikTok approved all 40 within 24 hours. Concludes automated moderation is 'not fit for purpose.'
Gender-Based Violence & HarassmentHate Speech & ExtremismAd Transparency & Fraud - EU DisinfoLab· Sept 2023· TikTok, X/Twitter, Meta, YouTube, Cross-platform
Platforms' policies on climate change misinformation (V1)
Maps how the five platforms address climate misinformation, revealing uneven and weak climate-specific rules.
Misinformation & DisinformationPlatform Compliance & Governance - Global Witness· Sept 2023· TikTok, X/Twitter, Meta, YouTube, Cross-platform
A world of online hate and lies: Mapping our investigations
A synthesis of 10+ country investigations concluding platforms systematically fail to enforce their own hate-speech/disinformation ad policies, with weaker moderation outside the US.
Hate Speech & ExtremismMisinformation & DisinformationAd Transparency & Fraud - EU DisinfoLab· Jun 2023· TikTok, X/Twitter, Meta, YouTube, Cross-platform
Platforms' policies on elections misinformation
Maps and compares how five major platforms address election misinformation in their policies.
Misinformation & DisinformationElection IntegrityPlatform Compliance & Governance - EU DisinfoLab· Jun 2023· TikTok, X/Twitter, Meta, YouTube, Cross-platform
Platforms' policies on health misinformation
Maps and compares how five major platforms address health misinformation in their policies.
Misinformation & DisinformationPlatform Compliance & Governance - Global Witness· Jun 2023· TikTok, Meta, YouTube, Cross-platform
'We need to kill them': Xenophobic hate speech approved by Facebook, TikTok and YouTube (South Africa)
Violent xenophobic test ads were approved by all three platforms; nearly every ad passed, with only one Facebook rejection.
Hate Speech & ExtremismAd Transparency & Fraud - CCDH· May 2023· YouTube
YouTube's Climate Denial Dollars
200 climate-disinformation videos (half breaching Google policy) drew 73.8M views with ads placed against them.
Misinformation & DisinformationAd Transparency & Fraud - Global Witness· Feb 2023· TikTok, Meta, YouTube, Cross-platform
Extreme and violent anti-LGBTQ+ hate approved for publication by leading social media platforms
Test ads with extreme anti-LGBTQ+ hate were almost all approved: YouTube and TikTok approved all 10 ads, Facebook rejected only two, and all three approved the 'burn all gays' ad.
Gender-Based Violence & HarassmentHate Speech & ExtremismAd Transparency & Fraud